.. DO NOT EDIT.
.. THIS FILE WAS AUTOMATICALLY GENERATED BY SPHINX-GALLERY.
.. TO MAKE CHANGES, EDIT THE SOURCE PYTHON FILE:
.. "auto_examples\0_data\plot_2_data_eda.py"
.. LINE NUMBERS ARE GIVEN BELOW.

.. only:: html

    .. note::
        :class: sphx-glr-download-link-note

        :ref:`Go to the end <sphx_glr_download_auto_examples_0_data_plot_2_data_eda.py>`
        to download the full example code or to run this example in your browser via Binder

.. rst-class:: sphx-glr-example-title

.. _sphx_glr_auto_examples_0_data_plot_2_data_eda.py:


EDA
=====================================

EDA plots using the BikeSharing dataset as example.

.. GENERATED FROM PYTHON SOURCE LINES 10-11

Experiment initialization and data preparation

.. GENERATED FROM PYTHON SOURCE LINES 11-16

.. code-block:: default

    from piml import Experiment

    exp = Experiment()
    exp.data_loader(data="BikeSharing", silent=True)








.. GENERATED FROM PYTHON SOURCE LINES 17-18

histogram-density plot

.. GENERATED FROM PYTHON SOURCE LINES 18-20

.. code-block:: default

    exp.eda(show='univariate', uni_feature='cnt', figsize=(5, 4))




.. image-sg:: /auto_examples/0_data/images/sphx_glr_plot_2_data_eda_001.png
   :alt: plot 2 data eda
   :srcset: /auto_examples/0_data/images/sphx_glr_plot_2_data_eda_001.png
   :class: sphx-glr-single-img





.. GENERATED FROM PYTHON SOURCE LINES 21-22

bar plot

.. GENERATED FROM PYTHON SOURCE LINES 22-24

.. code-block:: default

    exp.eda(show='univariate', uni_feature='yr', figsize=(5, 4))




.. image-sg:: /auto_examples/0_data/images/sphx_glr_plot_2_data_eda_002.png
   :alt: plot 2 data eda
   :srcset: /auto_examples/0_data/images/sphx_glr_plot_2_data_eda_002.png
   :class: sphx-glr-single-img





.. GENERATED FROM PYTHON SOURCE LINES 25-26

scatter plot

.. GENERATED FROM PYTHON SOURCE LINES 26-28

.. code-block:: default

    exp.eda(show='bivariate', bi_features=['temp', 'cnt'], figsize=(5, 4))




.. image-sg:: /auto_examples/0_data/images/sphx_glr_plot_2_data_eda_003.png
   :alt: plot 2 data eda
   :srcset: /auto_examples/0_data/images/sphx_glr_plot_2_data_eda_003.png
   :class: sphx-glr-single-img





.. GENERATED FROM PYTHON SOURCE LINES 29-30

box plot

.. GENERATED FROM PYTHON SOURCE LINES 30-32

.. code-block:: default

    exp.eda(show='bivariate', bi_features=['hr', 'season'], figsize=(5, 4))




.. image-sg:: /auto_examples/0_data/images/sphx_glr_plot_2_data_eda_004.png
   :alt: plot 2 data eda
   :srcset: /auto_examples/0_data/images/sphx_glr_plot_2_data_eda_004.png
   :class: sphx-glr-single-img





.. GENERATED FROM PYTHON SOURCE LINES 33-34

stack bar plot

.. GENERATED FROM PYTHON SOURCE LINES 34-36

.. code-block:: default

    exp.eda(show='bivariate', bi_features=['yr', 'season'], figsize=(5, 4))




.. image-sg:: /auto_examples/0_data/images/sphx_glr_plot_2_data_eda_005.png
   :alt: plot 2 data eda
   :srcset: /auto_examples/0_data/images/sphx_glr_plot_2_data_eda_005.png
   :class: sphx-glr-single-img





.. GENERATED FROM PYTHON SOURCE LINES 37-38

correlation heatmap

.. GENERATED FROM PYTHON SOURCE LINES 38-40

.. code-block:: default

    exp.eda(show='multivariate', multi_type='correlation_heatmap', figsize=(6, 5))




.. image-sg:: /auto_examples/0_data/images/sphx_glr_plot_2_data_eda_006.png
   :alt: plot 2 data eda
   :srcset: /auto_examples/0_data/images/sphx_glr_plot_2_data_eda_006.png
   :class: sphx-glr-single-img





.. GENERATED FROM PYTHON SOURCE LINES 41-42

correlation graph

.. GENERATED FROM PYTHON SOURCE LINES 42-43

.. code-block:: default

    exp.eda(show='multivariate', multi_type='correlation_graph', figsize=(6, 5))



.. image-sg:: /auto_examples/0_data/images/sphx_glr_plot_2_data_eda_007.png
   :alt: Correlation Cut-off at 0.20
   :srcset: /auto_examples/0_data/images/sphx_glr_plot_2_data_eda_007.png
   :class: sphx-glr-single-img






.. rst-class:: sphx-glr-timing

   **Total running time of the script:** ( 0 minutes  55.352 seconds)

**Estimated memory usage:**  24 MB


.. _sphx_glr_download_auto_examples_0_data_plot_2_data_eda.py:

.. only:: html

  .. container:: sphx-glr-footer sphx-glr-footer-example


    .. container:: binder-badge

      .. image:: images/binder_badge_logo.svg
        :target: https://mybinder.org/v2/gh/selfexplainml/piml-toolbox/main?urlpath=lab/tree/./docs/_build/html/notebooks/auto_examples/0_data/plot_2_data_eda.ipynb
        :alt: Launch binder
        :width: 150 px



    .. container:: sphx-glr-download sphx-glr-download-python

      :download:`Download Python source code: plot_2_data_eda.py <plot_2_data_eda.py>`

    .. container:: sphx-glr-download sphx-glr-download-jupyter

      :download:`Download Jupyter notebook: plot_2_data_eda.ipynb <plot_2_data_eda.ipynb>`


.. only:: html

 .. rst-class:: sphx-glr-signature

    `Gallery generated by Sphinx-Gallery <https://sphinx-gallery.github.io>`_